Google Subscription Labels: A Publisher Verification Method
Verify Google news subscription labels with separate onboarding and display states, authorized paired observations, destination checks, bounded metrics and a reusable ledger.
Tagged collection
Latest articles tagged “AI Search Measurement”
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
-
-
chat-latest Is a Moving Target: Freeze Model IDs for Reproducible Tests
OpenAI says chat-latest is regularly updated. Use a fixed model for regression tests and a complete run manifest when comparing current ChatGPT-aligned behavior.
-
2026 Retrieval-Augmented Answer Patents: 64 Claims-First Families
A capped 2026 review screened 344 unique US, WO and EP publications, read 173 independent-claim records and found 64 working families meeting a strict query–retrieval–answer test.
-
Cloudflare Content Format Chart: What 25 Requests Actually Returned
Two 25-request observations show explicit Markdown negotiation, major byte reductions, cache variation and one documentation URL that later moved.
-
Mistral Search Toolkit: Build a 32-Field Retrieval Release Gate
Freeze the toolkit, corpus, document identities, queries, candidates and reranking before evaluating generation with a 32-field release ledger.
-
Cloudflare Crawl-to-Referral Ratios: A Defensible Audit Method
Interpret Cloudflare crawl-to-referral ratios with corrected product chronology, raw counts, zero-denominator rules, classification evidence, policy controls, and a reusable ledger.
-
Bing AI-Guided Image Search: What 8 Desktop Queries Showed
In one US-English desktop run, Bing grouped seven of eight image queries. See the exact labels, source-panel behavior, negative case, and study limits.
-
Microsoft Web IQ: Audit Evidence Objects Before Trusting Benchmarks
Audit Web IQ source passages, ownership, support, freshness, duplication, context selection, latency, and failures without inheriting vendor benchmark claims.
-
Kagi AI-On vs AI-Off: A Reproducible Search Test Protocol
Compare Kagi AI-on and AI-off search through paired queries, fixed account settings, randomized order, separate result layers, transparent limitations and a reusable ledger.
